##### WITH NEW RULES AND SCORES #####

# SUMMARY for threshold 5.0:
# Correctly non-spam: 157425  52.238%  (97.952% of non-spam corpus)
# Correctly spam:      82347  27.325%  (58.549% of spam corpus)
# False positives:      3292  1.092%  (2.048% of nonspam,  87446 weighted)
# False negatives:     58299  19.345%  (41.451% of spam, 136174 weighted)
# Average score for spam:  8.3    nonspam: 0.9
# Average for false-pos:   6.1  false-neg: 2.3
# TOTAL:              301363  100.00%

Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19817  97.84%
# Correctly spam:      10304  58.42%
# False positives:       438  2.16%
# False negatives:      7334  41.58%
# TCR(l=50): 0.603339  SpamRecall: 58.419%  SpamPrec: 95.923%

##### WITHOUT NEW RULES AND SCORES #####
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam: 157300  97.87%
# Correctly spam:      43812  31.15%
# False positives:      3417  2.13%
# False negatives:     96834  68.85%
# TCR(l=50): 0.525418  SpamRecall: 31.151%  SpamPrec: 92.765%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19842  97.96%
# Correctly spam:       5520  31.30%
# False positives:       413  2.04%
# False negatives:     12118  68.70%
# TCR(l=50): 0.538269  SpamRecall: 31.296%  SpamPrec: 93.039%